Evaluating Ensemble Based Pre-annotation on Named Entity Corpus Construction in English and Chinese

T Lu, M Zhu, Z Gao, Y Gui - … of the Third International Workshop on …, 2016 - aclanthology.org
Annotated corpora are crucial language resources, and pre-annotation is an usual way to
reduce the cost of corpus construction. Ensemble based pre-annotation approach combines …

Reducing Human Effort in Named Entity Corpus Construction Based on Ensemble Learning and Annotation Categorization

T Lu, M Zhu, Z Gao - … Understanding and Intelligent Applications: 5th CCF …, 2016 - Springer
Annotated named entity corpora play a significant role in many natural language processing
applications. However, annotation by humans is time-consuming and costly. In this paper …

[PDF][PDF] Comparison of annotating methods for named entity corpora

K Komiya, M Suzuki, T Iwakura, M Sasaki… - Proceedings of the …, 2016 - aclanthology.org
We compared two methods to annotate a corpus via non-expert annotators for named entity
(NE) recognition task, which are (1) revising the results of the existing NE recognizer and (2) …

Bitext name tagging for cross-lingual entity annotation projection

D Zhang, B Zhang, X Pan, X Feng, H Ji… - Proceedings of COLING …, 2016 - aclanthology.org
Annotation projection is a practical method to deal with the low resource problem in incident
languages (IL) processing. Previous methods on annotation projection mainly relied on …

[PDF][PDF] Automatic named entity pre-annotation for out-of-domain human annotation

S Rosset, C Grouin, T Lavergne… - Proceedings of the …, 2013 - aclanthology.org
Automatic pre-annotation is often used to improve human annotation speed and accuracy.
We address here out-of-domain named entity annotation, and examine whether automatic …

Automatic generation of named entity taggers leveraging parallel corpora

YL Chung - 2017 - addi.ehu.es
The lack of hand curated data is a major impediment to developing statistical semantic
processors for many of the world languages. A major issue of semantic processors in Nat …

Building and Evaluating Universal Named-Entity Recognition English corpus

D Alves, G Thakkar, M Tadić - arXiv preprint arXiv:2212.07162, 2022 - arxiv.org
This article presents the application of the Universal Named Entity framework to generate
automatically annotated corpora. By using a workflow that extracts Wikipedia data and meta …

Learning document-level label propagation and instance selection by deep Q-network for interactive named entity annotation

T Lu, Y Gui, Z Gao - IEEE Access, 2021 - ieeexplore.ieee.org
High quality annotated named entity corpora are essential language resources, but fully
manual annotation is time-consuming. Interactive annotation offers an efficient alternative …

Enhanced Entity Annotations for Multilingual Corpora

M Strobl, A Trabelsi, OR Zaiane - Proceedings of the Thirteenth …, 2022 - aclanthology.org
Abstract Modern approaches in Natural Language Processing (NLP) require, ideally, large
amounts of labelled data for model training. However, new language resources, for …

Comparative evaluation of boundary-relaxed annotation for Entity Linking performance

GHB Andrade, S Yada, E Aramaki - … of the 61st Annual Meeting of …, 2023 - aclanthology.org
Entity Linking performance has a strong reliance on having a large quantity of high-quality
annotated training data available. Yet, manual annotation of named entities, especially their …